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> ## palette MM Likert outcome using white distractor photos
> ## only target photos used for analysis
> ##
> ## August 7, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(1234987)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1W", "P2W"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q329", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> 
> b4.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.06,
+                          verbose=10000, seed=19375
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.77234
  -0.02195
   3.14597
  -1.64359
   1.46356
   1.32946
  -0.10576
  -0.97104
   0.67850
   1.30608
  -0.45320
   1.59614
  -0.14398
  -0.38448
   0.04500
   1.94267
   0.50403
  -0.96055
  -0.53220
  -0.58914
   0.24171
   1.90750
   1.66646
   0.23249
  -3.92235
  -3.10989
  -3.96744
  -4.45626
  -2.30721
  -3.52895
  -5.11030
  -3.66779
  -5.30416
  -4.43792
  -3.77120
  -5.31865
  -5.48967
  -5.13098
  -4.37736
  -4.94341
  -4.13291
  -4.39030
  -3.53964
  -3.69874
  -4.86219
  -3.72532
  -2.48859
  -3.99676
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.58072
  -0.31777
   2.91866
  -1.43253
   1.71418
   1.58752
   0.49989
  -1.14654
   1.10851
   1.73704
  -1.05571
   1.61014
  -0.39651
  -0.26933
   0.11458
   1.74185
   0.57137
  -1.36896
  -0.62761
  -0.08813
   0.07598
   1.96316
   1.87860
   0.41481
  -3.72753
  -2.89562
  -3.95172
  -4.19163
  -1.91166
  -3.15459
  -4.01480
  -4.62191
  -4.84591
  -4.50944
  -3.26359
  -4.59213
  -4.63726
  -4.71284
  -4.21744
  -5.30069
  -3.74753
  -4.91018
  -3.57509
  -3.35438
  -4.49672
  -3.52091
  -2.05189
  -4.22309
Metropolis acceptance rate for gamma = 0.25467



MCMCoprobit iteration 20001 of 1050000 
beta = 
   4.29700
   0.01206
   3.23265
  -1.08072
   1.94847
   1.55681
   0.32995
  -0.69632
   1.35367
   1.05695
  -0.16682
   1.89875
  -0.22014
   0.21690
   1.09205
   1.70785
   1.00613
  -0.74708
  -0.28631
   0.08529
   0.65403
   2.27202
   2.38486
   1.14463
  -3.04854
  -2.97034
  -3.51050
  -3.90577
  -1.91139
  -2.83764
  -3.84071
  -3.85608
  -4.57262
  -4.69033
  -3.58940
  -4.35397
  -4.77671
  -3.82171
  -4.88892
  -4.42104
  -3.23867
  -4.04954
  -3.55482
  -2.87844
  -4.15603
  -3.34079
  -2.08754
  -3.83510
Metropolis acceptance rate for gamma = 0.25314



MCMCoprobit iteration 30001 of 1050000 
beta = 
   4.28169
  -0.21381
   3.30235
  -1.08493
   1.01525
   1.04332
   0.36808
  -1.14737
   0.66007
   1.10871
  -0.62169
   1.87953
   0.17266
  -0.19227
   1.07354
   1.40582
   0.62249
  -1.27008
  -0.85042
  -0.51456
  -0.15682
   1.81792
   2.24322
   0.80494
  -3.57900
  -2.88433
  -3.50333
  -3.73259
  -1.45875
  -2.85090
  -3.99222
  -3.87903
  -4.64351
  -4.40590
  -3.87088
  -4.51213
  -4.14781
  -3.82487
  -4.56166
  -4.29671
  -3.10028
  -4.76374
  -3.08589
  -2.88178
  -4.53927
  -3.88203
  -1.85220
  -3.89489
Metropolis acceptance rate for gamma = 0.25302



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.21289
   0.03052
   3.51504
  -0.47030
   2.06018
   2.18830
   0.88444
  -0.67020
   1.34384
   1.59276
   0.23388
   2.12960
   0.22286
  -0.04661
   1.11639
   2.49416
   1.09147
  -0.76147
  -0.17454
   0.35805
   0.30759
   2.16531
   2.31997
   1.03104
  -2.99579
  -2.48580
  -3.80163
  -3.87228
  -1.63483
  -2.88868
  -4.05121
  -4.03896
  -4.37711
  -4.30433
  -3.17383
  -4.10552
  -4.75276
  -3.38815
  -4.48006
  -4.21487
  -3.43860
  -4.15292
  -3.21445
  -2.80114
  -4.61119
  -3.50541
  -2.01985
  -3.69058
Metropolis acceptance rate for gamma = 0.24989



MCMCoprobit iteration 50001 of 1050000 
beta = 
   3.88582
   0.07034
   3.64398
  -1.01024
   1.57017
   1.46793
   0.74398
  -0.29966
   1.14194
   1.59901
  -0.15687
   2.23480
  -0.00919
  -0.07956
   0.86385
   2.19372
   0.64796
  -0.99094
  -0.21782
  -0.12534
   0.37393
   1.81916
   2.29908
   0.63718
  -2.93280
  -2.80149
  -3.32243
  -3.61927
  -1.93163
  -2.39466
  -4.00116
  -3.32597
  -4.48182
  -3.78688
  -3.22525
  -4.38580
  -4.14073
  -3.88834
  -4.27039
  -4.52376
  -3.03869
  -3.43022
  -2.43271
  -3.09671
  -4.31619
  -2.93938
  -1.88000
  -3.67286
Metropolis acceptance rate for gamma = 0.24988



MCMCoprobit iteration 60001 of 1050000 
beta = 
   4.27377
  -0.08032
   3.09728
  -1.39621
   1.43465
   1.46894
   0.26288
  -0.79201
   1.15455
   1.16475
  -0.59692
   1.47698
  -0.07935
  -0.24991
   0.41625
   1.84607
   0.13919
  -1.25413
  -0.51927
   0.18450
   0.08992
   1.68316
   2.05520
   0.13035
  -3.11171
  -2.91136
  -3.70753
  -3.65367
  -1.90532
  -2.62506
  -4.16350
  -3.73680
  -4.44356
  -3.93816
  -3.59898
  -4.62852
  -4.86745
  -4.02373
  -4.25951
  -4.48998
  -3.73036
  -4.28121
  -3.44930
  -2.49402
  -4.47253
  -3.80813
  -2.47750
  -3.66727
Metropolis acceptance rate for gamma = 0.24821



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.40920
   0.47037
   3.61628
  -1.00318
   1.00981
   0.98187
   0.86756
  -1.01425
   1.05061
   1.60233
  -0.28244
   1.61174
  -0.49631
  -0.14979
   0.16194
   1.93852
   0.80412
  -1.28147
  -0.04177
  -0.59491
   0.27530
   1.72110
   2.28085
   0.27766
  -3.63779
  -2.85244
  -3.74851
  -3.63084
  -1.64251
  -2.93890
  -4.42671
  -3.58286
  -4.96348
  -4.38511
  -4.02443
  -4.77620
  -5.14618
  -4.05957
  -4.45337
  -4.87895
  -3.22788
  -4.01918
  -3.37547
  -2.93724
  -4.58063
  -3.01531
  -2.08636
  -4.06540
Metropolis acceptance rate for gamma = 0.24957



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.89522
   0.27761
   2.99274
  -0.97591
   1.08980
   0.92843
   0.05884
  -0.86453
   0.75444
   1.39055
  -1.20221
   1.67196
  -0.55648
  -0.55435
   0.01854
   1.53801
   0.25017
  -1.29261
  -1.15356
  -0.00606
  -0.19623
   1.46721
   1.56159
  -0.17693
  -3.83121
  -3.35668
  -3.73117
  -4.23317
  -2.74641
  -3.42373
  -4.69824
  -4.09756
  -5.13836
  -4.80115
  -4.06935
  -4.74965
  -5.57671
  -4.97431
  -4.83919
  -5.23717
  -3.87417
  -4.77041
  -4.42529
  -3.80084
  -4.85135
  -4.80702
  -2.31691
  -3.94513
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.26016
   0.26407
   3.34472
  -0.82526
   1.40944
   0.91366
   0.52900
  -0.70866
   0.82404
   1.59857
  -0.42127
   1.91231
   0.01191
  -0.08566
   0.95674
   2.04642
   0.34040
  -0.82440
  -0.66254
   0.70172
   0.51503
   1.87994
   1.60821
   0.53400
  -3.11779
  -2.75730
  -3.37722
  -3.74934
  -2.01984
  -2.70519
  -3.86355
  -3.74807
  -5.05867
  -4.02469
  -3.50887
  -4.51191
  -5.21014
  -3.74495
  -4.79431
  -4.56017
  -3.32853
  -4.25757
  -3.83200
  -2.93182
  -4.46838
  -3.68231
  -1.58288
  -3.70908
Metropolis acceptance rate for gamma = 0.24974



MCMCoprobit iteration 100001 of 1050000 
beta = 
   4.32710
  -0.05583
   3.66817
  -1.22112
   1.35482
   1.56771
   0.46969
  -0.92644
   1.01067
   1.47987
   0.01974
   1.88282
  -0.10306
   0.20766
   0.26801
   1.86584
   0.93753
  -1.00094
  -0.12896
   0.35690
   0.35687
   2.01163
   1.83074
   0.34735
  -2.77881
  -2.56616
  -4.00354
  -3.41257
  -1.77901
  -2.47801
  -4.12147
  -3.91315
  -4.94518
  -4.54573
  -3.60137
  -4.58321
  -4.50851
  -4.55977
  -4.33901
  -4.52666
  -3.86254
  -4.22816
  -3.01739
  -3.18744
  -4.22324
  -3.68315
  -1.79820
  -3.81238
Metropolis acceptance rate for gamma = 0.24958



MCMCoprobit iteration 110001 of 1050000 
beta = 
   4.59232
   0.05619
   3.09652
  -1.12805
   1.21827
   0.82169
  -0.22676
  -1.32740
   0.81879
   1.28939
  -1.14448
   1.44251
  -0.69773
  -0.28140
   0.10591
   1.29113
   0.27830
  -1.05626
  -0.87410
  -0.34586
  -0.14385
   1.48282
   2.00443
  -0.03102
  -3.05194
  -2.95632
  -3.86063
  -4.07462
  -1.93018
  -3.09204
  -4.54797
  -4.08962
  -5.17727
  -5.06108
  -3.85020
  -4.71301
  -5.32221
  -4.51526
  -4.51259
  -5.02629
  -3.81330
  -4.52757
  -3.80946
  -3.21477
  -4.89065
  -3.46389
  -1.89447
  -4.11566
Metropolis acceptance rate for gamma = 0.24990



MCMCoprobit iteration 120001 of 1050000 
beta = 
   4.03839
   0.87681
   3.52772
  -0.96754
   1.82521
   1.55403
   1.03664
  -0.74593
   1.84590
   1.62545
  -0.21778
   2.05146
   0.08864
   0.14040
   1.18405
   2.60511
   0.77225
  -0.68547
  -0.31912
   0.38727
   0.49273
   2.29017
   2.64308
   0.46782
  -2.82376
  -2.59234
  -3.37499
  -3.64031
  -1.52614
  -2.43853
  -3.91074
  -3.63456
  -4.12725
  -4.42438
  -3.07646
  -4.17329
  -5.02850
  -3.68585
  -3.94764
  -4.98046
  -3.31838
  -3.97929
  -2.76912
  -2.93027
  -4.46695
  -3.15670
  -1.99132
  -3.84628
Metropolis acceptance rate for gamma = 0.24985



MCMCoprobit iteration 130001 of 1050000 
beta = 
   3.99835
   0.25742
   3.84672
  -0.70444
   1.49142
   1.58088
   0.35147
  -0.89756
   1.19292
   1.46048
  -0.28925
   2.10824
   0.04075
   0.27023
   0.78438
   2.46409
   0.73168
  -0.94215
  -0.45646
  -0.21064
   0.24578
   1.94154
   2.29563
   0.56166
  -2.98472
  -2.53259
  -2.81113
  -3.28046
  -1.73864
  -2.47389
  -3.70641
  -3.82512
  -4.52446
  -3.82587
  -3.30393
  -3.69154
  -4.32905
  -3.90138
  -4.34172
  -3.72219
  -3.03632
  -4.13229
  -2.72683
  -2.76857
  -4.23173
  -3.11669
  -1.88951
  -3.63290
Metropolis acceptance rate for gamma = 0.24998



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.79398
  -0.06781
   2.95755
  -1.07612
   0.94639
   0.98201
  -0.25077
  -1.40314
   0.68736
   1.04660
  -1.12821
   1.36559
  -0.60292
  -0.88719
   0.34749
   1.59729
   0.10129
  -1.49902
  -1.31989
  -0.31269
  -0.12043
   1.30923
   1.64031
   0.27542
  -3.72273
  -3.20154
  -3.71252
  -3.80814
  -1.88491
  -3.23197
  -4.60255
  -4.16733
  -5.12084
  -5.01193
  -4.17467
  -5.18985
  -5.28069
  -4.52552
  -5.22392
  -5.07014
  -3.56015
  -4.65371
  -3.60518
  -3.40879
  -5.10106
  -4.38260
  -3.09955
  -4.69354
Metropolis acceptance rate for gamma = 0.24944



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.44632
   0.19050
   2.80528
  -1.00332
   1.28297
   0.92989
   0.20373
  -1.31786
   0.86281
   0.77806
  -0.93583
   1.80734
  -0.74833
  -0.30206
   0.31430
   1.67069
   0.29556
  -1.03445
  -0.62130
   0.29850
   0.03425
   1.74383
   1.87458
   0.44355
  -3.46456
  -3.03518
  -3.97834
  -4.09477
  -1.93725
  -2.55724
  -4.10625
  -3.91787
  -4.65943
  -5.23255
  -3.30439
  -4.20239
  -4.71612
  -4.43435
  -4.61829
  -4.37220
  -3.99877
  -4.17500
  -3.11532
  -2.81392
  -4.97178
  -3.82986
  -2.41282
  -4.09948
Metropolis acceptance rate for gamma = 0.24937



MCMCoprobit iteration 160001 of 1050000 
beta = 
   4.43591
  -0.37500
   3.48586
  -1.27665
   1.18673
   1.31638
   0.40940
  -1.36193
   0.86181
   1.37681
  -0.70013
   1.56174
   0.12003
  -0.17987
   0.28677
   1.66929
   0.32353
  -1.16991
  -0.93029
   0.76031
   0.18213
   1.85819
   1.85497
   0.54487
  -3.79896
  -2.86877
  -3.78536
  -3.88100
  -2.54274
  -3.36634
  -4.34480
  -4.04900
  -5.15710
  -4.64891
  -3.22364
  -4.80942
  -4.86324
  -4.05684
  -4.67650
  -4.94328
  -3.66167
  -4.79518
  -3.49347
  -3.20958
  -4.21007
  -3.81836
  -2.30475
  -4.21371
Metropolis acceptance rate for gamma = 0.24932



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.39043
   0.17359
   3.11650
  -1.33577
   1.31846
   1.45018
   0.68350
  -0.91397
   1.16453
   1.48351
  -0.43709
   1.93599
  -0.10997
  -0.09412
   0.07218
   2.00605
   0.37162
  -1.37935
  -0.57564
   0.34284
   0.36746
   2.21589
   2.15091
   0.49651
  -3.31151
  -3.03534
  -3.67484
  -4.14315
  -2.00405
  -2.69882
  -4.28175
  -3.84810
  -4.78958
  -4.29728
  -3.95931
  -4.64906
  -4.73295
  -3.76661
  -4.44939
  -4.91547
  -3.36083
  -4.74270
  -3.05644
  -3.16419
  -4.60099
  -3.68469
  -2.03844
  -4.00589
Metropolis acceptance rate for gamma = 0.24982



MCMCoprobit iteration 180001 of 1050000 
beta = 
   4.76167
   0.08816
   2.54207
  -1.55961
   0.65057
   0.94587
  -0.23500
  -1.24692
   0.09928
   0.81610
  -1.07607
   1.43522
  -0.51241
  -0.89807
  -0.11444
   1.45730
   0.14820
  -1.42413
  -1.22469
  -0.54184
  -0.15300
   1.55666
   1.29353
  -0.07903
  -3.89553
  -2.95998
  -3.72420
  -4.06328
  -2.14301
  -3.22167
  -4.65699
  -3.87669
  -5.53234
  -4.96136
  -3.73104
  -4.59602
  -4.98297
  -4.51878
  -5.06912
  -5.65564
  -4.07486
  -4.56193
  -3.70058
  -3.65021
  -5.12321
  -3.76967
  -2.58652
  -4.35114
Metropolis acceptance rate for gamma = 0.24990



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.25427
   0.53863
   2.87241
  -1.11949
   1.28850
   1.12888
   0.18721
  -0.85687
   0.97742
   1.10875
  -0.65873
   1.80366
  -0.13925
  -0.31598
   0.45799
   1.96800
   0.49871
  -1.21620
  -0.21775
   0.29338
  -0.05580
   1.59052
   1.95849
   0.13889
  -3.20897
  -2.94143
  -3.52844
  -3.93039
  -1.90649
  -2.83970
  -4.09129
  -3.44312
  -4.46842
  -4.19987
  -3.88106
  -4.40382
  -5.18738
  -3.79821
  -4.06526
  -4.87831
  -3.75501
  -4.23808
  -3.38246
  -3.29909
  -4.09359
  -3.61396
  -2.10340
  -3.73481
Metropolis acceptance rate for gamma = 0.24971



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.36731
   0.20870
   3.05099
  -0.53787
   1.29094
   1.02803
   0.67703
  -0.90709
   0.65334
   1.34722
  -0.61521
   1.78481
  -0.01769
   0.18856
   0.44828
   2.04909
   0.85880
  -0.72637
  -0.44093
   0.13327
   0.63130
   1.37216
   2.10996
   0.82847
  -3.24502
  -2.94820
  -3.31695
  -4.06696
  -1.69341
  -2.91109
  -4.30284
  -4.16654
  -5.24274
  -4.75477
  -4.17556
  -4.23261
  -4.23189
  -4.68300
  -4.36283
  -3.99365
  -3.47680
  -3.83953
  -3.45138
  -3.03487
  -4.43913
  -4.51585
  -1.97471
  -3.53353
Metropolis acceptance rate for gamma = 0.24983



MCMCoprobit iteration 210001 of 1050000 
beta = 
   4.66100
  -0.26985
   3.18758
  -1.25107
   0.83015
   0.99088
   0.17062
  -0.97080
   0.72042
   1.10715
  -0.96778
   1.43088
   0.02908
  -0.69328
  -0.09040
   1.56228
   0.32421
  -1.39437
  -0.85078
   0.07194
   0.01169
   1.44775
   1.72420
   0.21685
  -3.68937
  -3.08392
  -4.18699
  -3.74053
  -2.04322
  -3.18270
  -4.70813
  -3.98915
  -4.97378
  -4.76549
  -3.94019
  -4.84448
  -4.96708
  -4.60427
  -4.77291
  -4.81515
  -3.99847
  -4.21355
  -3.04398
  -3.17226
  -4.91889
  -3.92226
  -2.24020
  -4.46509
Metropolis acceptance rate for gamma = 0.25001



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.59145
  -0.33458
   2.88505
  -1.20395
   1.14045
   1.28063
   0.11910
  -1.07754
   0.75400
   1.29476
  -1.08251
   2.10702
  -0.08658
  -0.06762
   0.43124
   1.47178
   0.52905
  -1.44479
  -0.67970
   0.31170
   0.11606
   1.40002
   1.90916
   0.43638
  -3.35015
  -2.91231
  -3.38996
  -4.51402
  -1.83806
  -3.33447
  -4.13127
  -4.27315
  -5.16317
  -4.81871
  -3.76392
  -4.74690
  -5.18832
  -4.54391
  -4.49636
  -4.56394
  -3.65692
  -4.46451
  -3.65851
  -2.91767
  -4.85075
  -3.80929
  -2.08995
  -4.11748
Metropolis acceptance rate for gamma = 0.24969



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.87246
  -0.10435
   3.07799
  -1.10047
   1.34640
   1.04418
   0.08927
  -1.21996
   0.83321
   1.05243
  -0.97436
   1.75001
  -0.05730
  -0.67540
  -0.20504
   1.83715
   0.57903
  -1.46668
  -0.58907
  -0.11033
   0.16657
   1.41409
   1.89700
   0.30031
  -3.83101
  -2.99356
  -4.31330
  -4.43215
  -2.47655
  -3.49694
  -4.96427
  -4.29077
  -5.19701
  -5.64103
  -3.60360
  -5.03830
  -5.21532
  -4.57352
  -4.88105
  -5.31052
  -3.52307
  -4.85117
  -3.78599
  -3.42802
  -4.64927
  -3.77533
  -2.82403
  -4.07807
Metropolis acceptance rate for gamma = 0.24952



MCMCoprobit iteration 240001 of 1050000 
beta = 
   4.38157
   0.27432
   3.09904
  -1.22514
   1.31589
   1.28897
  -0.15315
  -1.03848
   1.08674
   1.27165
  -0.25224
   1.62699
  -0.18141
  -0.50719
   0.46868
   1.53265
   0.60983
  -1.17134
  -0.49179
   0.03862
   0.18623
   2.07928
   2.05980
   0.42179
  -3.48388
  -3.11835
  -3.72475
  -3.63112
  -1.82471
  -3.04982
  -4.49632
  -3.41548
  -4.91987
  -4.60741
  -3.60801
  -4.41133
  -4.91995
  -4.46596
  -4.99090
  -4.25968
  -3.72713
  -4.52471
  -3.27671
  -3.14654
  -4.46785
  -3.15575
  -2.49410
  -4.01515
Metropolis acceptance rate for gamma = 0.24954



MCMCoprobit iteration 250001 of 1050000 
beta = 
   4.39811
   0.30194
   3.40474
  -1.16396
   1.01658
   1.31159
  -0.06172
  -1.10349
   0.88809
   1.28269
  -0.54092
   1.68330
  -0.33275
  -0.48902
   1.08627
   1.79617
   0.22713
  -1.11438
  -0.38124
  -0.54741
   0.11279
   2.14077
   1.69839
   0.54154
  -3.54970
  -3.02423
  -3.30504
  -3.66225
  -2.15327
  -2.89696
  -4.72501
  -3.45963
  -4.97873
  -4.80026
  -3.55490
  -4.28676
  -4.24525
  -4.35321
  -4.81835
  -4.76362
  -3.38666
  -4.65804
  -3.44021
  -3.21071
  -4.98446
  -3.39838
  -2.49022
  -4.06979
Metropolis acceptance rate for gamma = 0.24956



MCMCoprobit iteration 260001 of 1050000 
beta = 
   3.90561
   1.02731
   3.90676
  -0.36518
   1.71692
   1.48311
   0.43146
  -0.47134
   1.47765
   2.04374
  -0.13512
   2.20398
   0.70367
  -0.05983
   0.98015
   2.38992
   0.78024
  -0.60735
   0.04516
   0.70514
   0.34135
   2.09757
   2.50960
   0.88437
  -2.94809
  -2.46310
  -3.16422
  -3.23422
  -1.79941
  -2.56313
  -4.38061
  -3.39974
  -4.57687
  -4.42284
  -3.43037
  -3.84107
  -4.62993
  -3.80692
  -3.91085
  -4.67624
  -3.16093
  -3.70076
  -2.93824
  -3.02751
  -4.01918
  -3.09212
  -1.42230
  -3.41108
Metropolis acceptance rate for gamma = 0.24948



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.27540
   0.79049
   3.36152
  -0.83542
   2.28233
   1.49656
   0.70815
  -0.52469
   1.35857
   1.63767
  -0.51493
   2.42261
  -0.11938
  -0.04556
   0.89826
   2.20199
   0.88285
  -0.63492
  -0.12199
   0.73330
   0.56646
   2.19073
   2.35724
   1.11567
  -3.15521
  -2.48897
  -2.99055
  -3.71973
  -2.10199
  -2.85340
  -4.20656
  -3.58417
  -4.98620
  -4.51223
  -3.53186
  -3.79800
  -4.55063
  -4.10409
  -4.66159
  -4.17744
  -3.62611
  -4.05071
  -3.43110
  -3.08307
  -4.61567
  -3.48979
  -1.44374
  -3.56050
Metropolis acceptance rate for gamma = 0.24985



MCMCoprobit iteration 280001 of 1050000 
beta = 
   3.95602
   0.48844
   2.95899
  -1.00986
   1.24828
   1.46266
   0.38015
  -0.38724
   0.76167
   1.50591
  -0.16310
   2.36866
  -0.20275
   0.27054
   0.76793
   1.82602
   0.53524
  -0.94110
  -0.40110
   0.08903
   0.50087
   1.83557
   1.92269
   0.44535
  -2.93912
  -2.74976
  -3.22463
  -3.25915
  -1.28305
  -2.59308
  -3.94990
  -3.58837
  -4.27492
  -4.50019
  -3.15051
  -3.94301
  -4.19301
  -3.63790
  -3.81179
  -4.02087
  -3.60908
  -4.05528
  -3.24301
  -2.76236
  -4.17785
  -2.82732
  -1.82536
  -3.24949
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.99880
  -0.10397
   3.08111
  -1.48752
   1.41735
   0.95585
  -0.20665
  -1.23028
   0.86511
   1.38174
  -1.26449
   1.87327
  -0.72871
  -0.57711
   0.54446
   1.54628
   0.21109
  -1.29010
  -0.86850
  -0.50768
  -0.19803
   1.77233
   1.70367
   0.02099
  -4.20013
  -3.50516
  -3.80716
  -4.05676
  -2.20048
  -3.08799
  -4.71345
  -4.49871
  -5.07845
  -4.85092
  -3.95099
  -5.14254
  -5.35193
  -4.83453
  -5.44484
  -5.23865
  -4.19246
  -5.12073
  -3.42097
  -3.71903
  -4.98907
  -4.17994
  -2.66215
  -4.38138
Metropolis acceptance rate for gamma = 0.24994



MCMCoprobit iteration 300001 of 1050000 
beta = 
   4.81286
  -0.04867
   3.12583
  -1.47482
   1.20649
   1.05693
  -0.31437
  -1.40542
   0.62243
   1.14759
  -0.86384
   1.46894
  -0.76885
  -0.68961
   0.31617
   1.36049
   0.15372
  -1.40407
  -0.93689
  -0.46293
  -0.31671
   1.46060
   2.00326
   0.39492
  -3.49138
  -3.23373
  -4.06529
  -4.09217
  -2.24620
  -3.32619
  -4.38184
  -4.15893
  -4.71923
  -4.40907
  -4.16760
  -4.72308
  -5.25799
  -4.81846
  -4.87826
  -5.27698
  -3.78243
  -4.86294
  -4.07503
  -3.52690
  -5.07201
  -3.74249
  -2.66462
  -4.29495
Metropolis acceptance rate for gamma = 0.24977



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.31238
   0.25476
   2.66170
  -1.20335
   1.43359
   0.92329
   0.26658
  -0.70049
   0.88089
   1.65009
  -0.47443
   1.83489
  -0.30476
  -0.51871
   0.59069
   1.55651
   0.75711
  -1.34750
  -0.39545
   0.13999
   0.01155
   1.92516
   1.60385
   0.42910
  -3.20687
  -2.63763
  -3.41209
  -3.77162
  -1.64309
  -2.74239
  -4.38238
  -4.22816
  -4.51432
  -4.60008
  -3.61690
  -4.23917
  -5.20712
  -4.71225
  -4.16646
  -4.38136
  -3.31482
  -4.01455
  -3.44659
  -3.18363
  -4.34932
  -3.57010
  -1.60815
  -3.81402
Metropolis acceptance rate for gamma = 0.24981



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.24576
   0.21363
   3.25647
  -0.84694
   1.14905
   1.34183
   1.10088
  -1.02744
   1.14615
   1.52716
  -0.50432
   1.94382
   0.16474
   0.02163
   0.37205
   2.06567
   0.76797
  -1.11045
  -0.54107
   0.30536
   0.49302
   2.12212
   1.91500
   0.44959
  -3.38495
  -2.89670
  -3.28790
  -2.90397
  -1.80511
  -2.99734
  -4.14727
  -3.67030
  -4.78049
  -4.24284
  -4.01771
  -4.70215
  -4.69246
  -4.13990
  -4.53881
  -4.40125
  -3.66043
  -4.30115
  -3.25467
  -3.05016
  -4.23092
  -3.19454
  -1.81426
  -3.73943
Metropolis acceptance rate for gamma = 0.24972



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.22472
   0.64956
   3.08491
  -0.82091
   1.37161
   1.28811
   0.51841
  -0.90326
   1.45006
   1.44797
  -0.35420
   1.72885
   0.11325
  -0.17850
   0.62711
   2.29857
   0.54230
  -0.93212
  -0.65294
   0.48016
   0.15328
   2.08359
   2.38729
   0.31344
  -2.77289
  -3.02187
  -3.53389
  -3.79961
  -1.80973
  -2.87195
  -4.46925
  -3.96939
  -4.38762
  -4.22884
  -3.32799
  -4.39614
  -4.59343
  -4.14667
  -4.19359
  -4.67461
  -3.55027
  -4.06288
  -3.32224
  -2.99307
  -4.29846
  -3.86361
  -2.39712
  -3.69374
Metropolis acceptance rate for gamma = 0.24990



MCMCoprobit iteration 340001 of 1050000 
beta = 
   3.89069
   0.17068
   3.60068
  -0.81839
   1.56357
   1.49946
   0.15098
  -0.25735
   1.19617
   1.77225
  -0.16114
   1.87645
   0.12217
   0.32782
   0.30308
   2.11431
   0.55395
  -0.67755
  -0.29653
   0.09502
   0.59081
   2.06760
   2.59053
   0.84007
  -2.84214
  -2.56111
  -2.98693
  -3.32535
  -1.54475
  -1.98485
  -3.44320
  -3.18338
  -4.60358
  -4.08002
  -3.08544
  -4.29181
  -3.78346
  -3.83105
  -3.91826
  -4.41507
  -3.37270
  -3.42082
  -3.13709
  -2.51048
  -3.99238
  -3.27280
  -1.48451
  -3.55869
Metropolis acceptance rate for gamma = 0.25001



MCMCoprobit iteration 350001 of 1050000 
beta = 
   4.46673
   0.57930
   3.27682
  -1.15002
   1.47031
   0.74679
  -0.01549
  -1.17111
   1.07458
   1.67174
  -0.93162
   1.90518
  -0.05606
  -0.17921
   0.37057
   1.69659
   0.60623
  -1.61890
  -0.43086
   0.31385
   0.27189
   1.99146
   1.75317
   0.78465
  -3.49226
  -3.13637
  -3.90693
  -3.88554
  -2.18002
  -2.90068
  -4.24427
  -3.23497
  -4.82433
  -4.52792
  -3.53764
  -4.47266
  -4.39142
  -4.43555
  -4.83837
  -4.72196
  -3.04025
  -4.71901
  -3.58451
  -3.17643
  -4.68898
  -3.99105
  -2.16488
  -4.16705
Metropolis acceptance rate for gamma = 0.24993



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.43033
  -0.17003
   2.87742
  -1.22335
   1.12863
   1.06556
   0.06026
  -0.95308
   0.72508
   1.47647
  -0.74591
   1.88799
  -0.09206
   0.05101
   0.66827
   1.93040
   0.56239
  -1.13119
  -0.43656
   0.35226
   0.11760
   2.04978
   2.45104
   0.58867
  -3.34862
  -2.92960
  -4.29383
  -4.06490
  -2.01892
  -2.93879
  -4.54305
  -3.92198
  -4.93111
  -4.43721
  -3.30683
  -4.78825
  -4.80396
  -4.49647
  -4.59073
  -4.63972
  -3.69137
  -4.49071
  -3.64760
  -2.95381
  -4.82782
  -3.91216
  -2.54641
  -3.73464
Metropolis acceptance rate for gamma = 0.24987



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.64637
   0.10144
   2.64876
  -0.88196
   0.78089
   0.70036
   0.26329
  -1.01718
   0.29284
   1.16541
  -0.65436
   1.12085
  -0.21674
  -0.29957
   0.31701
   2.03298
   0.45370
  -1.53567
  -0.65860
  -0.20980
  -0.09476
   1.77179
   1.52956
   0.09348
  -3.63976
  -3.17676
  -3.68404
  -3.87875
  -2.25106
  -3.11876
  -4.73779
  -4.09091
  -5.00779
  -5.01296
  -4.08509
  -4.40756
  -5.44345
  -4.38517
  -4.45381
  -4.60738
  -3.52927
  -4.24981
  -3.53116
  -3.58642
  -4.94160
  -4.04102
  -2.77822
  -3.83526
Metropolis acceptance rate for gamma = 0.24987



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.36456
  -0.33300
   3.42708
  -1.08158
   1.60861
   1.49392
   0.25139
  -1.10751
   0.88987
   1.33643
  -0.63201
   1.97464
  -0.52836
   0.26226
   0.41560
   2.04473
   0.50499
  -1.59089
  -0.29378
   0.34850
   0.10925
   1.51863
   2.36795
   0.57675
  -3.59817
  -2.71106
  -3.86940
  -3.50450
  -1.61343
  -2.66903
  -4.11038
  -3.72440
  -4.63476
  -4.66867
  -3.46180
  -4.55639
  -4.62617
  -4.01330
  -4.30483
  -4.71954
  -3.75137
  -4.30725
  -3.18502
  -3.25085
  -4.48646
  -3.66125
  -1.98363
  -3.38338
Metropolis acceptance rate for gamma = 0.24998



MCMCoprobit iteration 390001 of 1050000 
beta = 
   4.08184
  -0.33855
   3.31965
  -1.29492
   1.21269
   1.72442
   0.38984
  -0.64530
   0.82199
   1.41085
  -0.07821
   1.85371
   0.13275
   0.08701
   0.30743
   2.31321
   0.31194
  -1.31345
   0.06742
   0.33914
   0.32001
   1.88748
   2.22768
   0.16035
  -3.07097
  -2.53930
  -2.96617
  -3.91567
  -1.52956
  -2.77613
  -3.92752
  -3.13361
  -4.00613
  -4.62827
  -2.89049
  -3.65735
  -4.76788
  -3.67533
  -4.56018
  -4.57610
  -3.43210
  -3.74647
  -3.23090
  -2.65633
  -4.11057
  -3.81057
  -1.41993
  -4.12872
Metropolis acceptance rate for gamma = 0.24984



MCMCoprobit iteration 400001 of 1050000 
beta = 
   4.34446
  -0.01358
   3.03175
  -1.37809
   1.17358
   1.02172
   0.40677
  -1.00140
   0.62631
   1.45390
  -1.11527
   1.54441
  -0.40134
  -0.42891
   0.48032
   1.85664
   0.50066
  -0.80126
  -0.74756
  -0.05386
  -0.33834
   1.82266
   2.09550
   0.42208
  -2.81921
  -3.13713
  -3.39438
  -3.57756
  -2.11204
  -3.12716
  -4.51895
  -3.86407
  -4.97714
  -4.67475
  -3.65681
  -4.44879
  -4.81697
  -4.36446
  -4.21891
  -4.48425
  -3.22754
  -3.98332
  -3.42437
  -3.01879
  -4.45754
  -3.67325
  -2.20753
  -3.83805
Metropolis acceptance rate for gamma = 0.24987



MCMCoprobit iteration 410001 of 1050000 
beta = 
   4.53750
   0.23281
   3.19645
  -1.11027
   1.04660
   1.15691
   0.69175
  -0.93046
   1.42767
   1.51942
  -0.52864
   2.05927
  -0.21953
  -0.31508
   0.13438
   1.72213
   0.55810
  -1.04162
  -0.23722
   0.38836
   0.11520
   1.58901
   1.67688
   0.38680
  -3.49467
  -2.93157
  -3.81347
  -3.90799
  -2.04421
  -3.67019
  -4.15511
  -3.80146
  -4.81708
  -4.95990
  -3.60234
  -4.40716
  -4.93981
  -3.91932
  -4.58505
  -4.85233
  -3.12021
  -4.82742
  -3.58053
  -2.84375
  -4.52166
  -3.89936
  -2.06549
  -4.36073
Metropolis acceptance rate for gamma = 0.24968



MCMCoprobit iteration 420001 of 1050000 
beta = 
   3.76514
   0.38272
   3.84714
  -0.58381
   1.83781
   1.73761
   0.49500
  -0.66304
   1.52658
   1.86994
  -0.00189
   2.80194
   0.04182
   0.33526
   1.10453
   2.74095
   1.38238
  -0.40906
   0.02317
   0.43988
   0.89640
   2.18830
   2.61498
   1.13512
  -2.52055
  -2.54311
  -3.12992
  -3.53898
  -1.00982
  -2.38152
  -3.35098
  -3.18453
  -3.96053
  -3.67621
  -2.99696
  -3.97324
  -4.02146
  -3.47041
  -4.00841
  -4.31491
  -3.05649
  -3.52997
  -2.82082
  -2.94212
  -3.84422
  -2.69813
  -1.34445
  -2.51491
Metropolis acceptance rate for gamma = 0.24973



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.51489
  -0.29193
   3.53176
  -0.82606
   1.34994
   1.05324
   0.57083
  -1.18323
   1.02406
   1.39335
  -0.19392
   2.21293
   0.06523
   0.24217
   0.71052
   1.70331
   0.51341
  -1.38659
  -0.29021
   0.24644
   0.40320
   2.18793
   1.64573
   0.44393
  -3.33516
  -3.16235
  -4.12548
  -3.84111
  -1.87309
  -2.84170
  -4.48978
  -3.73162
  -5.11751
  -4.02101
  -3.75574
  -4.71819
  -4.36803
  -4.23106
  -4.25539
  -4.84804
  -3.03597
  -4.29744
  -3.70724
  -3.26640
  -4.61932
  -3.55984
  -2.30072
  -4.30236
Metropolis acceptance rate for gamma = 0.24976



MCMCoprobit iteration 440001 of 1050000 
beta = 
   4.37117
  -0.40809
   3.27174
  -0.74235
   1.32245
   1.23597
   0.81799
  -0.62815
   1.47445
   1.91679
  -0.28771
   1.77139
   0.24766
  -0.01642
   0.11807
   2.15532
   0.37713
  -1.59739
  -0.34697
   0.05684
   0.15007
   1.78920
   2.33713
   1.13547
  -2.97782
  -2.99468
  -3.59351
  -3.77780
  -1.80506
  -2.51079
  -4.47922
  -4.06453
  -4.82297
  -4.78994
  -3.98646
  -4.43162
  -4.85905
  -4.27693
  -4.60695
  -4.74695
  -3.46280
  -4.57998
  -3.22522
  -3.41225
  -4.52791
  -3.29495
  -2.27270
  -4.12824
Metropolis acceptance rate for gamma = 0.24965



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.16244
   0.37626
   3.56689
  -0.62492
   1.62401
   1.43137
   0.34232
  -1.05580
   1.40195
   1.47615
  -0.51172
   1.98963
  -0.45901
   0.19107
   0.31745
   2.14444
   0.62414
  -0.79445
  -0.23905
   0.45791
   0.42542
   2.17007
   2.51326
   0.38221
  -2.92393
  -2.96672
  -3.24059
  -3.70868
  -1.74787
  -2.72981
  -3.58204
  -3.73725
  -4.48376
  -4.21297
  -3.38730
  -4.55933
  -4.37997
  -4.16498
  -4.47333
  -4.30506
  -3.41024
  -4.21018
  -2.97182
  -3.34310
  -4.53392
  -3.37400
  -1.99529
  -3.52650
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.02500
   0.56332
   3.18093
  -0.75581
   1.23999
   1.10153
   0.42954
  -0.72285
   1.02923
   2.22419
  -0.41712
   1.67444
   0.27703
  -0.21494
   0.58141
   2.14402
   0.61043
  -0.81273
  -0.09375
   0.23632
   0.60168
   1.85489
   2.10456
   0.84047
  -2.82739
  -2.81857
  -3.20555
  -3.11177
  -1.27820
  -2.48913
  -3.85600
  -3.15379
  -3.85519
  -4.29360
  -2.83715
  -4.05595
  -5.39434
  -3.98600
  -4.25983
  -3.90557
  -3.08226
  -3.88616
  -3.34728
  -2.81383
  -3.96049
  -3.81459
  -2.36354
  -3.46101
Metropolis acceptance rate for gamma = 0.24959



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.55833
   0.02483
   2.92324
  -1.32409
   0.74487
   1.55799
   0.42113
  -1.04614
   0.46081
   0.88740
  -0.88966
   1.40850
  -0.32892
  -0.42732
   0.30790
   1.43578
   0.27309
  -1.10623
  -0.82662
   0.20377
  -0.08986
   1.43367
   1.62754
   0.33197
  -3.33899
  -2.93926
  -3.27411
  -4.23415
  -2.41485
  -3.24325
  -4.06916
  -3.98781
  -4.80220
  -4.62657
  -4.03891
  -5.21753
  -5.14765
  -4.18758
  -4.81508
  -4.72089
  -3.44659
  -4.92907
  -3.53155
  -2.95270
  -4.69337
  -3.29906
  -2.41668
  -4.18034
Metropolis acceptance rate for gamma = 0.24969



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.37107
   0.38647
   3.55931
  -0.54966
   1.44221
   1.61023
   0.51877
  -0.47575
   1.32142
   1.78076
  -0.50426
   1.94985
   0.42571
   0.12877
   0.60386
   1.90499
   1.00496
  -1.03938
   0.35673
   0.88846
   0.16164
   1.90895
   1.79222
   1.24516
  -3.00748
  -2.80635
  -3.38197
  -3.91108
  -1.42120
  -3.18936
  -3.91664
  -4.32093
  -4.69952
  -4.38835
  -3.54306
  -4.55513
  -4.93249
  -4.43458
  -4.44451
  -4.75143
  -3.48876
  -3.90148
  -3.43625
  -3.12104
  -4.66897
  -3.72686
  -1.71952
  -4.04115
Metropolis acceptance rate for gamma = 0.24967



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.62345
  -0.22516
   3.22168
  -1.44781
   1.21631
   1.01595
  -0.09746
  -1.34817
   0.53428
   1.31472
  -0.56681
   1.78178
   0.00403
  -0.38576
  -0.19428
   1.84267
   0.13807
  -1.23647
  -0.86281
  -0.22505
   0.02738
   1.44279
   1.72500
   0.05182
  -3.84721
  -3.15952
  -3.79339
  -4.04888
  -1.87854
  -2.94332
  -4.61512
  -4.00311
  -5.05917
  -4.53413
  -4.11157
  -4.86751
  -4.65905
  -4.10669
  -4.57129
  -4.87378
  -3.72392
  -4.61973
  -3.90421
  -3.32380
  -4.90844
  -4.18971
  -2.51185
  -4.71549
Metropolis acceptance rate for gamma = 0.24973



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.80948
   0.15246
   2.66288
  -1.31172
   0.98627
   1.22916
  -0.34718
  -0.93473
   0.73054
   1.13346
  -1.09047
   1.64590
  -0.14288
  -0.66605
  -0.06247
   2.01265
  -0.02235
  -1.69464
  -0.98720
  -0.24809
  -0.25228
   1.88353
   1.91310
   0.19483
  -3.56264
  -3.24356
  -3.92049
  -4.04753
  -2.38806
  -3.33691
  -4.78177
  -4.40484
  -4.93991
  -4.94367
  -4.55711
  -4.94241
  -5.46872
  -4.72289
  -4.90739
  -5.00980
  -4.07245
  -4.84232
  -3.70569
  -3.62745
  -4.90629
  -4.35780
  -2.07811
  -4.38480
Metropolis acceptance rate for gamma = 0.24971



MCMCoprobit iteration 510001 of 1050000 
beta = 
   4.44469
   0.16662
   3.23117
  -0.81303
   1.44984
   1.37298
   0.29892
  -1.12560
   0.79066
   0.86905
  -1.03576
   1.79468
  -0.05223
  -0.70070
   0.37781
   1.71707
  -0.05572
  -0.96714
  -0.44316
  -0.03964
  -0.13536
   1.84786
   1.69198
   0.17694
  -3.20103
  -2.77562
  -3.29534
  -4.05497
  -2.23344
  -2.69477
  -4.91363
  -3.94190
  -5.08729
  -4.62587
  -3.37986
  -4.55832
  -4.80415
  -4.24575
  -4.28281
  -4.65676
  -3.32491
  -4.60613
  -3.68301
  -3.08248
  -4.61284
  -3.33690
  -2.03360
  -3.86954
Metropolis acceptance rate for gamma = 0.24980



MCMCoprobit iteration 520001 of 1050000 
beta = 
   4.80967
  -0.12422
   3.32152
  -1.01154
   1.07518
   1.34298
   0.09307
  -1.03786
   0.94183
   0.88298
  -0.55465
   1.50571
  -0.38906
  -0.56292
   0.26211
   1.92603
   0.31582
  -1.56506
  -0.53296
   0.14620
   0.23142
   1.90639
   2.27978
   0.15172
  -3.68599
  -3.67573
  -3.90103
  -4.12565
  -2.14378
  -3.21682
  -4.33579
  -4.32965
  -5.22662
  -5.12621
  -3.87306
  -5.17796
  -4.83508
  -4.35439
  -4.94304
  -5.15545
  -3.95026
  -4.64839
  -4.13046
  -3.93825
  -5.03065
  -3.66622
  -2.40110
  -4.52342
Metropolis acceptance rate for gamma = 0.24984



MCMCoprobit iteration 530001 of 1050000 
beta = 
   4.31410
   0.07471
   3.51743
  -0.61125
   1.80283
   1.63324
   0.61212
  -0.97166
   1.43530
   1.31356
   0.28507
   1.69372
  -0.56965
   0.24449
   0.72872
   1.93025
   0.60445
  -1.03470
  -0.23246
  -0.58000
  -0.05127
   1.63479
   2.42152
   0.93591
  -3.48424
  -3.05270
  -3.73454
  -3.65490
  -1.66688
  -2.84179
  -3.92609
  -3.41144
  -4.10381
  -4.54346
  -3.83989
  -4.13415
  -4.05159
  -4.45088
  -4.47644
  -4.70901
  -3.34097
  -4.03808
  -3.52712
  -3.03722
  -4.33576
  -4.15766
  -2.14836
  -3.91867
Metropolis acceptance rate for gamma = 0.24976



MCMCoprobit iteration 540001 of 1050000 
beta = 
   3.73254
  -0.10584
   3.99866
  -0.91030
   1.99359
   1.65549
   1.08664
  -0.14781
   1.54366
   1.90629
   0.11066
   2.36268
   0.35867
   0.66874
   1.01618
   2.36856
   0.74916
  -0.43835
   0.03008
   0.99575
   0.93987
   2.20531
   2.96558
   1.20676
  -2.97577
  -1.93388
  -2.75039
  -3.11409
  -1.19128
  -2.27175
  -3.49988
  -2.87306
  -4.50351
  -3.83552
  -3.40949
  -4.17605
  -4.31762
  -3.36944
  -4.30472
  -4.08659
  -2.57841
  -3.74896
  -2.77900
  -2.46274
  -3.95979
  -2.13109
  -1.39758
  -3.43622
Metropolis acceptance rate for gamma = 0.24972



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.28159
   0.31995
   3.81889
  -0.18298
   1.54390
   1.30951
   0.36736
  -1.00619
   1.40626
   1.56370
  -0.21102
   2.21557
   0.15320
  -0.03540
   0.56446
   2.04404
   1.05888
  -0.92431
  -0.40432
   1.03564
   0.53694
   2.19616
   2.39626
   0.32209
  -2.90133
  -2.99834
  -3.78752
  -3.49175
  -1.86424
  -2.81537
  -4.02748
  -2.83945
  -4.66036
  -4.97816
  -3.55176
  -4.42396
  -5.27168
  -4.15881
  -4.47451
  -4.32211
  -3.57096
  -4.00019
  -3.23409
  -3.18944
  -4.61036
  -3.54137
  -1.80365
  -3.71545
Metropolis acceptance rate for gamma = 0.24967



MCMCoprobit iteration 560001 of 1050000 
beta = 
   4.50969
  -0.01859
   3.61367
  -0.83096
   1.00355
   1.15933
   0.50360
  -1.50304
   0.68966
   1.00855
  -0.29789
   1.74173
  -0.06641
  -0.40652
   0.38231
   1.79573
   0.54218
  -1.25578
  -0.44759
   0.43035
  -0.03369
   1.29680
   1.84277
   0.42921
  -3.39388
  -3.08290
  -4.12476
  -4.23461
  -1.89868
  -3.29143
  -4.36862
  -4.53559
  -5.23036
  -4.33071
  -3.59778
  -4.52541
  -4.66143
  -4.17900
  -4.49962
  -4.59350
  -4.21115
  -3.73221
  -3.40997
  -3.27098
  -4.48366
  -3.38474
  -2.23457
  -4.17136
Metropolis acceptance rate for gamma = 0.24965



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.30653
  -0.40653
   2.80333
  -0.88265
   1.27782
   1.30737
   0.15724
  -0.70864
   0.96358
   1.16714
  -0.48468
   1.65928
  -0.13371
  -0.15985
   0.15348
   1.56561
   0.09351
  -1.25954
  -0.74016
   0.15612
   0.18536
   1.37592
   1.69907
   0.31292
  -3.64608
  -3.14544
  -4.11854
  -4.03147
  -2.09927
  -2.85499
  -4.05319
  -3.88726
  -4.67054
  -3.60108
  -3.66474
  -4.19757
  -5.01438
  -4.14748
  -4.26504
  -4.42515
  -3.17841
  -4.55522
  -3.30165
  -2.92908
  -4.10705
  -3.21653
  -1.85006
  -4.21984
Metropolis acceptance rate for gamma = 0.24967



MCMCoprobit iteration 580001 of 1050000 
beta = 
   4.22139
  -0.04870
   3.25111
  -1.20890
   1.15542
   1.48728
   0.24041
  -0.93193
   0.74586
   1.32932
  -0.22676
   1.93000
  -0.31545
  -0.24233
   0.24499
   1.98856
   0.53738
  -1.59583
  -0.40891
   0.24168
  -0.03125
   1.75106
   1.66679
   0.52652
  -3.25774
  -2.39394
  -3.23684
  -3.93263
  -2.25348
  -2.84552
  -4.22659
  -3.50539
  -4.67481
  -4.53974
  -3.53364
  -4.38395
  -4.93055
  -4.30348
  -4.24108
  -4.43570
  -3.63187
  -4.44734
  -2.97845
  -2.50020
  -4.53110
  -2.65170
  -1.88672
  -3.97741
Metropolis acceptance rate for gamma = 0.24965



MCMCoprobit iteration 590001 of 1050000 
beta = 
   4.31353
  -0.44050
   3.02232
  -1.07043
   1.56815
   1.37729
   0.37016
  -1.33839
   0.66967
   1.65057
  -0.47583
   1.52333
  -0.29311
   0.02951
   0.65109
   2.02701
   0.60927
  -1.34286
  -0.35580
   0.02555
   0.08017
   2.12453
   2.37565
   0.33871
  -3.23926
  -3.23172
  -3.37197
  -3.99367
  -1.93162
  -2.76084
  -3.99325
  -3.83097
  -4.42814
  -4.59117
  -3.56606
  -4.32379
  -4.93529
  -4.02363
  -4.59726
  -5.10629
  -3.18956
  -3.96164
  -3.57969
  -3.06898
  -4.35068
  -3.51963
  -2.23507
  -4.17652
Metropolis acceptance rate for gamma = 0.24949



MCMCoprobit iteration 600001 of 1050000 
beta = 
   4.75858
  -0.16107
   3.08795
  -1.54971
   0.86809
   0.93169
  -0.30042
  -1.27900
   0.69567
   0.93160
  -0.92608
   1.51731
  -0.51638
  -0.43965
   0.00616
   1.44542
   0.42054
  -1.98047
  -1.04736
   0.06267
  -0.13334
   1.38417
   2.37578
   0.18499
  -3.62940
  -3.61493
  -3.92106
  -4.47827
  -2.13967
  -3.49462
  -4.61184
  -3.96855
  -5.51659
  -5.31211
  -3.65948
  -4.46113
  -5.37162
  -4.44861
  -4.85540
  -4.98295
  -3.50039
  -5.12390
  -3.87811
  -3.28380
  -4.83350
  -3.77636
  -2.14255
  -4.41748
Metropolis acceptance rate for gamma = 0.24930



MCMCoprobit iteration 610001 of 1050000 
beta = 
   3.99803
   0.40495
   3.14623
  -1.01034
   1.42154
   1.93785
   0.48140
  -0.86044
   1.06261
   1.20970
  -0.66586
   1.76917
  -0.17041
  -0.13532
   0.69151
   2.14539
   0.60753
  -1.23109
  -0.12139
   0.31843
  -0.04857
   1.73316
   2.34643
   0.42774
  -3.09687
  -2.41410
  -3.00400
  -3.73208
  -1.78610
  -2.72468
  -4.28990
  -3.19680
  -4.65871
  -4.33421
  -3.61998
  -3.89043
  -4.37389
  -4.08289
  -3.89836
  -4.53428
  -3.43361
  -4.06363
  -2.51295
  -2.71573
  -4.17928
  -3.30901
  -1.88725
  -3.22916
Metropolis acceptance rate for gamma = 0.24937



MCMCoprobit iteration 620001 of 1050000 
beta = 
   4.32456
   0.18845
   3.45482
  -1.29906
   1.39289
   1.39361
   0.63456
  -1.32608
   0.91516
   1.27967
  -0.68420
   1.57560
   0.42193
  -0.24622
   0.55185
   1.89658
   0.43951
  -0.95385
  -0.54354
   0.41568
  -0.19956
   2.06056
   1.62673
   0.31599
  -3.38606
  -2.89185
  -3.83537
  -3.80640
  -1.83253
  -2.89064
  -4.78296
  -3.87400
  -4.95370
  -4.53949
  -3.49563
  -4.63718
  -4.84987
  -4.73621
  -4.43903
  -4.55976
  -2.90859
  -4.30815
  -3.64984
  -3.14776
  -4.08299
  -3.59051
  -2.21474
  -3.69889
Metropolis acceptance rate for gamma = 0.24935



MCMCoprobit iteration 630001 of 1050000 
beta = 
   3.98092
   0.03259
   3.79732
  -0.66797
   1.41860
   2.00062
   0.52543
  -0.65310
   1.01760
   1.88839
  -0.00137
   1.91820
  -0.10176
  -0.67820
   0.78578
   2.37398
   0.37757
  -0.71989
  -0.40253
   0.22208
   0.44685
   2.38934
   2.15145
   0.79651
  -2.83163
  -2.75227
  -3.09292
  -3.88158
  -1.65478
  -2.47263
  -4.01112
  -3.20241
  -4.79884
  -4.21625
  -3.79519
  -4.19906
  -4.98194
  -3.60441
  -4.42437
  -4.07259
  -3.47164
  -4.51375
  -2.98661
  -2.70108
  -3.96190
  -3.10139
  -1.53444
  -3.46680
Metropolis acceptance rate for gamma = 0.24938



MCMCoprobit iteration 640001 of 1050000 
beta = 
   3.98282
   0.11708
   3.42259
  -1.35524
   1.57796
   1.11050
   0.33666
  -0.96064
   0.90048
   1.51282
  -0.33860
   2.23130
   0.64950
  -0.27116
   0.43911
   1.90219
   0.91686
  -0.71304
  -1.01981
   0.06516
  -0.04240
   2.05985
   2.18922
   0.32651
  -3.01403
  -2.73112
  -2.60253
  -3.39574
  -1.82840
  -2.63698
  -3.83025
  -3.19065
  -4.56655
  -3.81859
  -3.49201
  -4.09166
  -5.15684
  -3.79482
  -4.54380
  -4.61074
  -3.38024
  -3.83066
  -3.05809
  -2.91495
  -3.98691
  -2.39269
  -1.48009
  -3.50580
Metropolis acceptance rate for gamma = 0.24944



MCMCoprobit iteration 650001 of 1050000 
beta = 
   4.19540
   0.92878
   3.32383
  -1.17380
   1.57605
   1.71820
   0.57511
  -1.02526
   1.25093
   1.67726
  -0.70596
   2.14128
   0.13551
   0.23335
   0.75134
   2.25229
   1.07869
  -1.01122
  -0.45145
   0.52045
   0.15290
   1.78118
   2.50917
   0.66412
  -2.75916
  -2.46817
  -3.29331
  -3.60727
  -1.93557
  -2.70914
  -3.61415
  -3.46703
  -4.54939
  -5.02644
  -3.44367
  -4.57707
  -4.95363
  -4.00165
  -4.47846
  -4.48443
  -3.47867
  -4.05023
  -3.39698
  -3.01497
  -4.75139
  -3.68302
  -2.11858
  -3.58072
Metropolis acceptance rate for gamma = 0.24943



MCMCoprobit iteration 660001 of 1050000 
beta = 
   4.67030
  -0.02460
   3.34685
  -1.23945
   0.72248
   0.64105
  -0.27344
  -1.43427
   0.62748
   1.20737
  -1.15821
   1.70051
  -0.57370
  -0.27790
   0.08686
   1.52132
   0.12195
  -1.34048
  -0.71763
  -0.17124
  -0.22019
   1.31271
   1.43196
  -0.00095
  -3.89960
  -3.74234
  -3.77198
  -4.07216
  -2.10618
  -3.28711
  -4.56131
  -3.90891
  -5.45190
  -4.73787
  -3.60785
  -4.62262
  -4.71755
  -4.16541
  -4.55612
  -5.36743
  -3.93491
  -4.44264
  -3.67536
  -3.82065
  -4.75440
  -3.77465
  -2.51779
  -3.81360
Metropolis acceptance rate for gamma = 0.24943



MCMCoprobit iteration 670001 of 1050000 
beta = 
   4.22369
  -0.16014
   3.58142
  -1.20217
   1.13268
   1.28490
   0.42065
  -0.93171
   1.25095
   1.55787
  -0.91024
   1.68335
  -0.50349
  -0.13267
   0.49244
   1.89352
   0.34186
  -1.05773
  -0.48891
  -0.02188
  -0.34015
   1.94467
   1.99912
   0.45862
  -3.16324
  -2.45053
  -3.90976
  -3.66439
  -1.84734
  -2.83290
  -4.16362
  -4.37598
  -4.59563
  -4.66759
  -3.41161
  -5.02267
  -5.33361
  -3.59018
  -4.57618
  -4.34039
  -3.45609
  -4.20466
  -3.37022
  -3.11879
  -4.84880
  -3.08833
  -1.94969
  -4.01786
Metropolis acceptance rate for gamma = 0.24940



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.11889
   0.64122
   3.50390
  -0.71011
   1.70856
   1.79946
   0.75935
  -0.79780
   1.34323
   1.54696
  -0.25911
   2.28561
  -0.01204
  -0.15645
   0.98178
   2.05680
   0.26209
  -0.94319
  -0.13629
   0.05015
   0.23874
   2.27844
   2.56910
   0.73679
  -3.07454
  -2.75316
  -3.55276
  -3.36488
  -1.46812
  -2.73846
  -4.60451
  -3.92278
  -4.74807
  -4.42806
  -3.35099
  -4.55868
  -4.56878
  -4.24616
  -4.01159
  -4.81731
  -3.08376
  -4.41640
  -2.98943
  -3.35690
  -4.10280
  -3.69759
  -1.74731
  -3.58989
Metropolis acceptance rate for gamma = 0.24948



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.38989
   0.28354
   3.13297
  -1.11079
   1.40694
   1.31306
  -0.11049
  -1.05492
   0.75380
   0.97946
  -0.75784
   1.71330
  -0.49170
  -0.78331
   0.04197
   1.58245
   0.53377
  -1.64458
  -0.43446
   0.38837
  -0.11837
   1.95079
   2.24355
   0.00105
  -3.32536
  -2.65089
  -3.23314
  -3.92355
  -1.81066
  -3.06129
  -4.46875
  -3.34934
  -4.46570
  -4.36984
  -3.38049
  -4.36282
  -4.89054
  -4.35587
  -4.53805
  -4.75281
  -4.09868
  -4.32956
  -3.29751
  -2.95499
  -4.79546
  -3.54022
  -2.21720
  -3.89306
Metropolis acceptance rate for gamma = 0.24942



MCMCoprobit iteration 700001 of 1050000 
beta = 
   4.61756
  -0.21984
   3.50919
  -1.42263
   1.31256
   1.45959
   0.37804
  -1.29160
   1.00240
   1.09673
  -0.91305
   1.55322
  -1.33713
  -0.39892
   0.67236
   1.89182
   0.49698
  -1.46893
  -0.88904
  -0.07444
  -0.47902
   1.87128
   1.55472
   0.24253
  -4.02789
  -3.42378
  -3.72141
  -4.25011
  -2.24805
  -3.19897
  -4.46367
  -4.19379
  -5.22707
  -5.00417
  -3.63604
  -4.41357
  -4.76902
  -4.29090
  -4.71190
  -4.97537
  -3.51710
  -4.67143
  -3.21848
  -3.68971
  -5.09368
  -3.27013
  -1.84965
  -4.06985
Metropolis acceptance rate for gamma = 0.24955



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.38520
  -0.56970
   3.65095
  -0.77658
   1.65602
   0.79935
   0.16624
  -0.86735
   1.22973
   1.69777
  -0.90757
   1.74037
  -0.36026
  -0.24921
   0.43763
   1.97333
   0.53350
  -1.04978
  -0.76158
   0.26403
  -0.10523
   2.21555
   2.36493
   0.48245
  -2.74822
  -2.40971
  -3.58656
  -3.94076
  -1.64371
  -2.80116
  -4.14813
  -3.20731
  -5.19687
  -4.90350
  -3.38226
  -4.60775
  -4.57253
  -4.76990
  -4.21475
  -4.61880
  -3.66092
  -4.48984
  -3.41156
  -2.99343
  -4.70287
  -3.90522
  -2.20506
  -3.78837
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.41542
   0.41333
   3.88982
  -0.79556
   1.38764
   1.46622
   0.76697
  -0.52779
   1.12807
   1.13435
  -0.70841
   1.81826
  -0.25137
  -0.11047
   0.38049
   2.21633
   0.58288
  -1.33834
  -0.72576
   0.24295
   0.04936
   2.07879
   2.13750
   0.66029
  -3.26582
  -2.81807
  -3.67254
  -3.62594
  -2.00755
  -3.34310
  -4.85774
  -3.56265
  -4.65272
  -4.63195
  -3.81742
  -4.98801
  -4.53493
  -4.27139
  -4.44186
  -4.58228
  -3.03968
  -4.39319
  -3.36258
  -2.98610
  -4.92079
  -3.55921
  -2.53936
  -3.68011
Metropolis acceptance rate for gamma = 0.24958



MCMCoprobit iteration 730001 of 1050000 
beta = 
   4.14042
   0.52469
   3.17846
  -0.56931
   1.73761
   1.51054
   0.43078
  -0.36018
   1.01982
   2.06424
  -0.30379
   2.22955
   0.20243
   0.25651
   0.85869
   2.43123
   0.75634
  -0.56823
   0.00273
   0.71916
   0.54195
   2.28354
   2.30386
   0.98831
  -2.96063
  -2.58101
  -3.07259
  -3.61288
  -1.56582
  -2.91597
  -3.97830
  -3.65467
  -4.59740
  -4.12905
  -3.38179
  -4.25684
  -4.46299
  -4.28343
  -4.76198
  -4.61544
  -3.53539
  -4.25264
  -3.24987
  -2.86552
  -4.39319
  -2.43106
  -1.71420
  -3.54065
Metropolis acceptance rate for gamma = 0.24963



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.37834
   0.52284
   3.32037
  -0.54058
   1.27752
   1.41922
   0.30524
  -1.18147
   0.92112
   1.94847
  -0.66914
   2.29263
  -0.66704
   0.03307
   0.32144
   2.31430
   0.43103
  -1.24179
  -0.16656
  -0.11569
   0.37304
   1.58126
   2.28022
   0.20801
  -3.10890
  -2.67682
  -3.66840
  -3.95051
  -1.76271
  -3.00745
  -4.82814
  -3.77917
  -4.34365
  -4.53571
  -3.75170
  -4.47756
  -5.30485
  -4.52518
  -4.21969
  -5.13792
  -3.14482
  -4.46170
  -3.37678
  -3.81836
  -4.66479
  -3.55766
  -1.99819
  -3.96278
Metropolis acceptance rate for gamma = 0.24961



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.78551
  -0.20267
   3.06778
  -1.33485
   1.11215
   0.84726
  -0.15948
  -1.15629
   0.85079
   1.12259
  -1.23237
   1.62237
  -0.70424
  -0.46039
   0.17750
   1.55967
   0.10078
  -1.54216
  -0.46314
   0.36532
  -0.18781
   1.18697
   1.54433
   0.21807
  -3.99619
  -3.14965
  -3.75580
  -4.62736
  -2.42179
  -3.31591
  -5.16302
  -3.95814
  -4.99788
  -4.64944
  -4.08177
  -4.95273
  -5.04230
  -4.39124
  -5.01465
  -4.95667
  -4.42231
  -4.62528
  -3.59355
  -3.32764
  -4.70634
  -3.60819
  -2.97405
  -4.09599
Metropolis acceptance rate for gamma = 0.24954



MCMCoprobit iteration 760001 of 1050000 
beta = 
   4.22559
   0.79741
   3.26863
  -0.37187
   1.62328
   1.38197
   0.91119
  -0.37007
   1.28557
   1.72941
  -0.46067
   2.03007
  -0.03090
   0.33516
   0.58418
   2.22150
   0.89282
  -0.72993
   0.33004
   0.59746
   0.24159
   2.30424
   2.31520
   0.87541
  -3.37064
  -2.80093
  -3.23526
  -3.21249
  -1.23090
  -2.61634
  -4.03503
  -3.42191
  -4.38826
  -4.53249
  -2.94445
  -4.37775
  -5.14729
  -3.63360
  -4.25784
  -4.63171
  -2.86061
  -4.71722
  -2.75011
  -3.01265
  -4.06876
  -3.65605
  -1.58588
  -4.14158
Metropolis acceptance rate for gamma = 0.24956



MCMCoprobit iteration 770001 of 1050000 
beta = 
   4.55741
   0.16611
   3.23679
  -1.00701
   1.30621
   1.24983
   0.41892
  -0.62378
   1.28655
   1.61985
  -0.34097
   2.05280
  -0.32171
   0.04581
   0.50064
   1.84236
   0.90567
  -1.31396
   0.22393
   0.40767
  -0.01094
   2.14996
   2.26665
   0.54641
  -3.54626
  -3.06651
  -3.90427
  -3.92377
  -2.49305
  -3.03484
  -4.43921
  -3.93508
  -5.10225
  -5.00119
  -3.61297
  -4.21369
  -4.68487
  -4.18259
  -4.57192
  -4.98859
  -3.26213
  -4.76313
  -3.59270
  -3.14418
  -4.73474
  -3.36172
  -2.13166
  -3.88878
Metropolis acceptance rate for gamma = 0.24960



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.41721
   0.13625
   3.57050
  -1.58452
   1.20513
   1.41272
   0.01707
  -1.50693
   0.76822
   1.19371
  -0.84581
   1.65688
  -0.26205
  -0.24629
   1.03132
   1.71746
   0.32820
  -1.34983
  -0.50483
   0.44746
  -0.29896
   1.64202
   2.36037
   0.95071
  -2.88745
  -3.09017
  -3.74215
  -4.12385
  -1.53914
  -2.87782
  -4.27309
  -3.86767
  -4.96431
  -4.64642
  -3.73285
  -4.83955
  -5.31354
  -4.44945
  -4.54941
  -4.58719
  -3.15328
  -4.45260
  -3.32284
  -3.12543
  -4.57888
  -4.01597
  -2.11147
  -3.74232
Metropolis acceptance rate for gamma = 0.24956



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.17748
  -0.07332
   3.58712
  -1.11966
   1.62342
   1.46642
   0.24557
  -0.45695
   1.22095
   2.02595
  -0.36452
   1.94070
  -0.19773
  -0.06160
   0.69157
   1.99578
   0.71806
  -0.84216
  -0.24007
   0.54595
   0.50198
   2.25617
   2.21322
   0.51285
  -3.13960
  -2.63783
  -4.28132
  -3.85175
  -1.95841
  -2.56917
  -4.27730
  -4.07780
  -4.64352
  -4.28320
  -3.67778
  -4.37928
  -4.84524
  -4.38665
  -4.82542
  -4.51192
  -3.24605
  -4.47881
  -3.23211
  -3.07052
  -4.24139
  -3.28031
  -1.73271
  -3.69666
Metropolis acceptance rate for gamma = 0.24951



MCMCoprobit iteration 800001 of 1050000 
beta = 
   4.09793
   0.32094
   3.17279
  -0.76605
   1.80840
   1.50049
   0.66156
  -0.80809
   1.11011
   1.67492
  -0.31892
   2.03771
  -0.09902
  -0.47484
   0.79805
   2.09663
   1.01253
  -0.80313
  -0.25011
   0.93791
   0.38075
   1.95287
   1.90769
   0.95897
  -2.81167
  -2.77606
  -3.35588
  -3.71751
  -1.78127
  -3.05124
  -3.70824
  -3.37687
  -4.38807
  -3.84883
  -3.97709
  -3.86358
  -4.40001
  -4.06652
  -4.13275
  -3.82942
  -3.45067
  -4.02282
  -3.20377
  -2.62884
  -4.15528
  -3.42814
  -1.48678
  -3.68470
Metropolis acceptance rate for gamma = 0.24964



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.36028
  -0.38828
   3.08271
  -1.65765
   1.01402
   1.17510
  -0.00195
  -0.92262
   0.84120
   0.96860
  -0.83278
   1.78798
  -0.77687
  -0.38500
   0.29718
   1.46174
   0.30571
  -1.41464
  -0.96402
   0.12243
  -0.06227
   1.24668
   1.99780
   0.27249
  -3.47266
  -3.20336
  -3.45395
  -3.93386
  -2.28376
  -2.80048
  -4.71354
  -3.83372
  -4.56516
  -4.44113
  -3.81810
  -4.55450
  -5.31043
  -4.64401
  -4.26706
  -4.50186
  -3.16232
  -4.51126
  -3.86318
  -3.14106
  -5.20046
  -3.74030
  -2.21923
  -3.94345
Metropolis acceptance rate for gamma = 0.24956



MCMCoprobit iteration 820001 of 1050000 
beta = 
   3.91654
   0.53920
   3.40847
  -0.49136
   1.50156
   1.40097
   0.02740
  -0.39956
   1.39533
   1.28246
  -0.29522
   1.92567
   0.13911
  -0.17861
   1.39050
   2.22643
   0.91570
  -0.83215
  -0.11294
   0.33519
   0.63787
   2.13953
   1.69107
   0.66697
  -2.78281
  -2.57036
  -3.56429
  -3.21757
  -1.63182
  -2.73355
  -3.23650
  -3.66384
  -4.28369
  -4.04097
  -3.04681
  -4.83175
  -3.92724
  -2.89360
  -4.14774
  -4.22870
  -3.13179
  -4.00381
  -2.86834
  -3.05247
  -4.03350
  -3.42228
  -1.68550
  -3.45770
Metropolis acceptance rate for gamma = 0.24956



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.27540
   0.25714
   3.07957
  -0.94928
   1.12759
   1.19619
   0.09706
  -1.14770
   0.98692
   1.62664
  -0.42188
   1.55901
   0.13157
  -0.20189
   0.24932
   1.77496
   0.78702
  -0.85193
  -0.52109
   0.21092
   0.29688
   1.99056
   1.98609
   0.44096
  -3.40098
  -3.10870
  -3.38732
  -4.07993
  -1.64382
  -3.52416
  -3.52094
  -3.79813
  -4.58027
  -4.70074
  -3.62293
  -3.92392
  -4.41443
  -4.10096
  -4.14648
  -4.46775
  -3.39713
  -3.89926
  -3.39038
  -2.88625
  -4.49737
  -3.69426
  -2.61026
  -4.02567
Metropolis acceptance rate for gamma = 0.24955



MCMCoprobit iteration 840001 of 1050000 
beta = 
   4.03238
   0.41245
   3.40190
  -0.74270
   1.72360
   1.24696
   0.74234
  -0.33287
   1.01006
   1.08123
  -0.17861
   2.39145
   0.03230
  -0.15286
   0.58447
   1.92718
   0.44488
  -0.54393
  -0.49419
   0.19375
   0.26604
   2.30703
   2.09641
   0.41630
  -3.00213
  -2.77946
  -3.29635
  -3.51364
  -1.64194
  -2.26126
  -3.64315
  -3.29210
  -4.27224
  -3.69936
  -3.39923
  -4.28257
  -4.67204
  -3.52808
  -4.20563
  -3.92332
  -3.51435
  -4.26148
  -2.78474
  -3.13397
  -4.17819
  -3.16758
  -1.75076
  -3.30263
Metropolis acceptance rate for gamma = 0.24972



MCMCoprobit iteration 850001 of 1050000 
beta = 
   4.68052
  -0.02778
   3.11108
  -1.36878
   0.94563
   1.49367
  -0.04681
  -0.99050
   0.55431
   1.38920
  -0.97238
   1.49901
  -0.29450
  -0.17689
   0.18153
   1.52246
   0.10276
  -1.41430
  -0.06017
   0.63746
  -0.11927
   1.44010
   1.33818
   0.64750
  -3.84097
  -3.38391
  -3.88613
  -4.11987
  -2.42752
  -2.72616
  -4.33457
  -4.03276
  -5.54307
  -4.80297
  -4.00883
  -4.61862
  -4.99369
  -4.81561
  -4.80284
  -5.29394
  -3.63729
  -4.63861
  -4.41610
  -3.35698
  -4.71396
  -3.81764
  -2.17880
  -4.44927
Metropolis acceptance rate for gamma = 0.24963



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.32104
   0.31916
   3.31196
  -1.18571
   0.90665
   0.87987
   0.49159
  -1.25941
   0.93081
   1.52207
  -0.29231
   1.68532
  -0.08832
   0.08851
   0.57912
   2.05379
   0.81899
  -0.86093
  -0.05544
   0.43832
   0.23231
   1.85043
   2.12131
   0.53498
  -3.05881
  -2.84796
  -3.40719
  -3.57812
  -1.61524
  -2.92360
  -4.36925
  -3.95213
  -4.67193
  -4.94215
  -3.52482
  -4.46235
  -4.65801
  -4.57639
  -4.37019
  -4.47366
  -3.08460
  -4.44601
  -3.47139
  -3.15504
  -4.35394
  -3.64840
  -1.71167
  -3.99824
Metropolis acceptance rate for gamma = 0.24971



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.24630
   0.10419
   3.80154
  -0.92047
   1.87952
   0.87077
   0.52061
  -0.72845
   1.27116
   1.73876
   0.03306
   1.97083
   0.24277
  -0.39293
   0.35967
   1.99048
   0.65316
  -0.47738
  -0.42269
   0.75392
   0.26492
   2.12164
   2.08917
   1.08319
  -3.45358
  -2.81287
  -3.89427
  -3.69333
  -1.75536
  -2.66149
  -4.76707
  -3.32668
  -5.08383
  -4.60160
  -3.64688
  -4.10192
  -4.30235
  -3.94546
  -4.42236
  -4.39381
  -3.43864
  -3.96644
  -3.46802
  -2.73057
  -4.39284
  -3.26211
  -2.33637
  -3.65932
Metropolis acceptance rate for gamma = 0.24960



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.55453
   0.10624
   3.38916
  -1.23233
   1.55028
   1.64935
   0.29436
  -0.97788
   1.10018
   1.57285
  -0.82279
   2.05042
  -0.49364
  -0.08298
   0.19426
   1.74219
   0.92777
  -1.34420
  -1.01472
   0.15305
   0.27441
   2.03245
   2.25103
   0.51001
  -3.24806
  -2.95641
  -3.69988
  -3.41777
  -1.67661
  -3.17589
  -4.02643
  -3.76711
  -4.62663
  -4.52749
  -3.55593
  -4.95971
  -5.17200
  -4.41781
  -4.91831
  -5.12266
  -3.78614
  -4.94645
  -3.99059
  -3.17210
  -4.76519
  -3.43260
  -2.69387
  -3.75502
Metropolis acceptance rate for gamma = 0.24967



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.07127
   0.14260
   3.38968
  -0.70425
   1.62854
   1.40523
   0.65389
  -0.78397
   1.21440
   1.70520
   0.02530
   1.85967
  -0.07946
  -0.01774
   0.82270
   2.28343
   0.83462
  -0.97579
  -0.50985
  -0.19756
   0.08101
   2.01629
   1.90746
   0.54782
  -3.37260
  -2.45183
  -3.28728
  -3.38291
  -2.18183
  -2.90632
  -4.04036
  -3.63299
  -4.24977
  -3.80887
  -3.53044
  -4.23650
  -4.54638
  -4.41509
  -3.71086
  -4.22242
  -3.69950
  -3.95426
  -3.32716
  -2.76203
  -4.30969
  -3.25029
  -1.70403
  -3.70824
Metropolis acceptance rate for gamma = 0.24962



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.65166
  -0.28375
   2.73065
  -0.87431
   1.14590
   1.21838
   0.19295
  -1.39090
   0.70950
   0.89446
  -0.79528
   1.39193
  -0.52423
   0.03607
   0.16438
   1.92472
   0.27066
  -1.36081
  -0.52274
   0.00110
  -0.35081
   1.58945
   2.09370
   0.23909
  -3.58896
  -3.24949
  -4.02826
  -4.19946
  -2.27660
  -3.08964
  -4.35403
  -3.92752
  -4.79066
  -4.47340
  -3.77705
  -4.56814
  -5.30304
  -4.17390
  -4.47978
  -4.74172
  -3.76997
  -4.93572
  -3.82854
  -3.41011
  -4.82720
  -3.59888
  -2.31986
  -4.21640
Metropolis acceptance rate for gamma = 0.24953



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.17924
   0.35270
   3.45820
  -0.98053
   1.60355
   1.25659
   0.18683
  -0.93441
   1.00129
   1.50971
  -0.66200
   1.50263
   0.18452
  -0.03682
   0.17384
   2.23487
   0.66039
  -0.97676
  -0.08521
   0.22104
   0.35033
   2.08425
   1.68782
   0.78667
  -3.20221
  -2.79073
  -2.62551
  -3.80875
  -2.16191
  -3.04689
  -3.89791
  -3.36194
  -4.42023
  -4.40281
  -3.50940
  -4.46336
  -4.54476
  -3.70307
  -4.08525
  -4.28662
  -3.41196
  -3.85249
  -3.37005
  -2.98187
  -4.07277
  -3.42963
  -2.18771
  -3.61037
Metropolis acceptance rate for gamma = 0.24953



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.35906
   0.25160
   2.57062
  -0.94475
   1.08133
   0.94732
   0.34517
  -0.88842
   0.93549
   1.25390
  -0.82270
   1.88823
  -0.53197
  -0.22066
   0.28114
   1.67394
   0.53899
  -1.42936
  -0.21289
  -0.59575
   0.08478
   1.69362
   1.67513
   0.16392
  -3.66497
  -3.14877
  -3.70298
  -3.77332
  -2.12642
  -3.04677
  -3.86693
  -4.08277
  -4.72570
  -3.84950
  -4.34048
  -4.15891
  -5.02129
  -4.24799
  -4.31792
  -4.53441
  -3.27899
  -4.46452
  -3.08449
  -3.17428
  -4.49620
  -3.80474
  -2.47980
  -3.60644
Metropolis acceptance rate for gamma = 0.24952



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.32520
   0.39226
   3.45172
  -1.25380
   1.39692
   1.28604
  -0.20496
  -1.16211
   0.79402
   0.92481
  -0.40532
   1.64645
  -0.06138
  -0.04440
   0.52388
   2.10367
   0.67825
  -1.06328
  -0.40950
   0.16497
   0.50503
   1.58252
   2.00504
   0.35762
  -3.46645
  -2.28289
  -3.68068
  -3.89361
  -2.00908
  -2.87417
  -3.67441
  -4.32090
  -4.66521
  -4.64087
  -3.62769
  -4.43532
  -4.89705
  -4.26548
  -4.43243
  -5.06329
  -3.59797
  -3.94784
  -3.00279
  -3.36521
  -4.06341
  -3.63947
  -2.21566
  -3.81216
Metropolis acceptance rate for gamma = 0.24952



MCMCoprobit iteration 940001 of 1050000 
beta = 
   5.23696
  -0.50512
   2.74273
  -1.88346
   0.56475
   0.78646
  -0.33166
  -1.71147
   0.54861
   1.33442
  -1.46621
   1.69653
  -0.73153
  -0.64865
   0.25001
   1.95855
   0.11043
  -1.96164
  -0.94006
  -0.61167
  -0.31221
   1.74082
   1.35572
  -0.42962
  -4.12446
  -3.53744
  -4.65134
  -4.58453
  -3.03441
  -3.67846
  -4.98480
  -4.78823
  -5.41105
  -5.72624
  -4.49035
  -4.98437
  -5.47764
  -4.66002
  -5.15576
  -5.31770
  -4.27998
  -5.40280
  -4.05515
  -4.12631
  -5.58611
  -5.04003
  -2.77743
  -4.69609
Metropolis acceptance rate for gamma = 0.24945



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.32512
   0.34193
   3.10367
  -0.86623
   1.28848
   1.13941
   0.02820
  -0.83014
   1.02924
   1.59728
  -0.44804
   1.73608
   0.08967
  -0.07534
   0.72520
   1.74035
   0.73199
  -0.93861
  -0.14771
   0.35969
   0.05335
   2.27481
   2.12195
   0.58650
  -3.47036
  -3.05259
  -3.72798
  -3.36215
  -2.07205
  -2.97562
  -4.51033
  -3.85463
  -5.14325
  -4.60433
  -3.79323
  -4.37947
  -5.23671
  -4.09037
  -4.50564
  -5.09488
  -3.60740
  -4.04108
  -3.19729
  -3.02161
  -4.14409
  -3.80905
  -1.93383
  -3.88426
Metropolis acceptance rate for gamma = 0.24946



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.24327
  -0.34404
   3.48979
  -1.23136
   1.36057
   1.19402
   0.42446
  -0.94681
   1.45295
   1.31519
   0.00730
   1.82122
   0.06480
  -0.29203
   0.59682
   1.92565
   0.43625
  -0.63766
  -0.55469
  -0.27877
  -0.24840
   1.74045
   2.08001
   0.89262
  -3.41985
  -3.23899
  -3.22022
  -3.95880
  -2.24388
  -3.00261
  -4.08841
  -3.02455
  -4.85909
  -4.23150
  -3.73686
  -4.25160
  -5.07394
  -4.20934
  -4.04856
  -4.35090
  -3.41532
  -4.07443
  -3.35664
  -3.63557
  -4.38781
  -3.55064
  -1.91867
  -3.77981
Metropolis acceptance rate for gamma = 0.24946



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.42986
   0.06926
   3.16557
  -0.94240
   1.51185
   1.39417
  -0.11430
  -0.92827
   0.74839
   1.64227
  -0.42447
   1.72824
  -0.07738
  -0.31314
   0.11064
   1.70814
   0.65719
  -1.39474
  -0.41647
  -0.09475
  -0.09733
   1.81207
   1.99254
   0.62273
  -3.45776
  -3.15590
  -3.63927
  -3.99159
  -1.87689
  -2.82467
  -4.07768
  -3.77104
  -4.81865
  -4.61714
  -3.84564
  -4.74569
  -4.88455
  -4.18903
  -4.77973
  -4.84767
  -2.92069
  -3.91185
  -3.62009
  -3.15255
  -4.63894
  -3.81933
  -1.87111
  -3.86443
Metropolis acceptance rate for gamma = 0.24945



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.40718
   0.02144
   3.01272
  -1.11247
   1.37100
   1.08008
   0.46624
  -1.01027
   0.84109
   1.50506
  -0.85811
   1.74028
  -0.31119
  -0.05929
   0.52736
   1.74983
   1.14154
  -1.34881
  -0.13869
   0.37396
  -0.17282
   1.76061
   2.39001
   0.62586
  -3.24715
  -2.99030
  -3.74879
  -3.84799
  -1.44507
  -2.85892
  -4.22123
  -4.11753
  -4.26054
  -4.95427
  -3.10101
  -4.65395
  -4.93757
  -4.07421
  -4.31109
  -4.66911
  -3.40417
  -4.25964
  -3.17522
  -3.51394
  -4.90873
  -4.06432
  -2.07085
  -4.18412
Metropolis acceptance rate for gamma = 0.24945



MCMCoprobit iteration 990001 of 1050000 
beta = 
   3.87414
   1.50265
   3.17977
  -0.98798
   1.74823
   1.91283
   0.67007
  -0.05055
   1.53271
   1.51774
  -0.35184
   2.12629
   0.13695
   0.24293
   1.28486
   2.34947
   1.24252
  -0.97548
   0.09722
   0.37245
   0.49220
   2.57849
   2.58755
   0.76409
  -3.01906
  -2.51053
  -2.83497
  -3.43060
  -1.19140
  -2.33661
  -3.58893
  -3.00297
  -3.98345
  -3.68130
  -2.95790
  -4.55161
  -3.59867
  -4.08075
  -3.88734
  -3.90200
  -2.92073
  -3.93379
  -3.01966
  -2.97914
  -3.96836
  -3.07206
  -1.17614
  -3.30927
Metropolis acceptance rate for gamma = 0.24943



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.38705
   0.45003
   3.37999
  -1.29652
   1.16895
   1.50609
   0.76415
  -0.85718
   0.80776
   1.84545
  -0.83197
   1.88242
   0.33627
   0.13161
   0.22199
   2.11901
   0.68690
  -0.61846
  -0.16953
   0.16313
   0.23872
   1.81901
   1.71502
   0.78666
  -3.42874
  -2.61744
  -3.26146
  -3.90005
  -1.68274
  -3.03548
  -4.46162
  -3.99119
  -4.68832
  -4.52811
  -3.02560
  -4.61882
  -4.81356
  -4.14010
  -4.24182
  -4.55439
  -3.61454
  -4.32848
  -3.63612
  -3.50264
  -4.48075
  -3.34696
  -1.97072
  -3.73787
Metropolis acceptance rate for gamma = 0.24937



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.45685
   0.30448
   3.17544
  -1.18196
   1.74215
   1.80802
   0.61240
  -0.40887
   1.17265
   1.68592
  -0.47523
   1.99112
  -0.16736
  -0.25921
   0.67330
   2.04824
   0.92587
  -1.31386
  -0.39269
   0.79433
   0.19715
   1.80361
   2.58437
   0.46691
  -3.55998
  -3.00007
  -3.75486
  -3.79221
  -1.64884
  -2.77272
  -4.61985
  -3.61566
  -4.55018
  -4.74945
  -3.77145
  -4.96132
  -4.54733
  -4.32364
  -5.08927
  -4.72344
  -3.36705
  -4.59667
  -3.16632
  -3.47078
  -4.43041
  -4.06614
  -2.19925
  -3.95843
Metropolis acceptance rate for gamma = 0.24934



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.17608
   0.67856
   3.76454
  -0.72108
   1.74194
   1.71073
   0.53159
  -0.61390
   1.06478
   1.64838
  -0.52578
   2.45862
   0.39164
   0.38365
   0.49389
   2.30715
   0.63812
  -0.96146
  -0.20325
   0.26671
   0.52215
   1.60713
   2.19583
   0.49224
  -3.03636
  -1.94505
  -3.91970
  -3.48779
  -1.18243
  -2.65413
  -4.12075
  -3.24024
  -4.60821
  -4.65776
  -3.38658
  -4.60664
  -4.92920
  -3.93529
  -4.18882
  -4.44000
  -3.09371
  -4.30798
  -3.13796
  -2.85211
  -4.12111
  -3.69190
  -2.09985
  -3.92194
Metropolis acceptance rate for gamma = 0.24929



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.16541
  -0.02796
   3.41502
  -0.63646
   1.67509
   1.36469
   0.33831
  -0.81764
   1.27752
   1.61182
  -1.09328
   1.72189
   0.22313
   0.11967
   0.77808
   1.99919
   0.74063
  -1.17035
  -0.25159
  -0.02835
   0.13194
   1.78502
   2.18979
   0.75407
  -2.96384
  -2.83947
  -2.93229
  -3.58188
  -1.63947
  -2.87052
  -3.97141
  -3.57316
  -4.39466
  -4.36255
  -3.26514
  -4.71550
  -4.80842
  -3.93459
  -4.39037
  -4.61431
  -3.85623
  -4.29909
  -3.19843
  -2.49540
  -4.69400
  -3.25765
  -2.18877
  -3.62071
Metropolis acceptance rate for gamma = 0.24930



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   4.56589
   0.33255
   3.69099
  -1.03599
   1.48289
   1.44855
   0.33314
  -0.96839
   0.94614
   1.67666
  -0.62077
   1.88465
  -0.31366
   0.15817
   0.70365
   2.37505
   0.76264
  -1.04871
  -0.41287
   0.63081
   0.60139
   2.24466
   2.26587
   0.53546
  -3.55903
  -3.43092
  -4.27546
  -4.23480
  -1.35217
  -3.02258
  -4.01501
  -3.82776
  -4.78433
  -4.81661
  -3.78394
  -4.84954
  -5.16324
  -5.25583
  -4.70730
  -5.13608
  -3.16323
  -4.56905
  -3.29485
  -3.46464
  -4.46489
  -3.92085
  -2.39095
  -4.04382
Metropolis acceptance rate for gamma = 0.24924



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.24914
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b4.M2.out, file="MM3.2.b4.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1141.895    5.410 1372.687 
